Josh Dillon, Last Revised January 2022
This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "54"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = os.environ["ANTENNA"]
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')
antenna = "55" csv_folder = "/home/obs/src/H5C_Notebooks/_rtp_summary_" auto_metrics_folder = "/home/obs/src/H5C_Notebooks/auto_metrics_inspect"
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, '*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')
Found 214 csvs in /home/obs/src/H5C_Notebooks/_rtp_summary_ Found 209 auto_metrics notebooks in /home/obs/src/H5C_Notebooks/auto_metrics_inspect
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0
def jd_to_summary_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'
def jd_to_auto_metrics_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'
this_antenna = None
jds = []
# parse information about antennas and nodes
for csv in csvs:
df = pd.read_csv(csv)
for n in range(len(df)):
# Add this day to the antenna
row = df.loc[n]
antnum = row['Ant']
if antnum != int(antenna):
continue
if this_antenna is None:
this_antenna = Antenna(row['Ant'], row['Node'])
jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
jds.append(jd)
this_antenna.add_day(jd, row)
break
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]
df = pd.DataFrame(to_show)
# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
df[col] = bar_cols[col]
z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
df[col] = z_score_cols[col]
ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
df[col] = ant_metrics_cols[col]
redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]
for col in redcal_cols:
df[col] = redcal_cols[col]
# style dataframe
table = df.style.hide_index()\
.applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
.background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
.background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
.applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
.format({col: '{:,.4f}'.format for col in z_score_cols}) \
.format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
.format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
.set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])
This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))
| JDs | A Priori Status | Auto Metrics Flags | Dead Fraction in Ant Metrics (Jee) | Dead Fraction in Ant Metrics (Jnn) | Crossed Fraction in Ant Metrics | Flag Fraction Before Redcal | Flagged By Redcal chi^2 Fraction | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | Average Dead Ant Metric (Jee) | Average Dead Ant Metric (Jnn) | Average Crossed Ant Metric | Median chi^2 Per Antenna (Jee) | Median chi^2 Per Antenna (Jnn) |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2459594 | RF_maintenance | 100.00% | 13.51% | 100.00% | 0.00% | 100.00% | 0.00% | 0.710991 | 11.043790 | 1.130717 | 81.610373 | 4.696874 | 27.487029 | 3.945286 | 28.542670 | 0.5610 | 0.1320 | 0.2142 | 8.157318 | 1.279068 |
| 2459593 | RF_maintenance | 100.00% | 48.14% | 100.00% | 0.00% | 100.00% | 0.00% | 0.472856 | 18.897082 | 2.496580 | 86.113779 | 5.760062 | 37.762668 | 2.635337 | 11.673192 | 0.4980 | 0.1238 | 0.2008 | 7.016051 | 1.258722 |
| 2459592 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 0.905762 | 1.483953 | 0.618472 | 7.660803 | -0.375646 | 1.868923 | -1.913806 | 0.850891 | 0.0358 | 0.0285 | 0.0009 | nan | nan |
| 2459591 | RF_maintenance | 100.00% | 94.59% | 100.00% | 0.00% | 100.00% | 0.00% | 0.412495 | 22.163453 | 3.054475 | 100.023799 | 4.691826 | 32.425807 | -0.962719 | 3.665744 | 0.3113 | 0.0726 | 0.0763 | 7.640439 | 1.312706 |
| 2459590 | RF_maintenance | 100.00% | 94.59% | 100.00% | 0.00% | 100.00% | 0.00% | 0.643117 | 25.505548 | 2.751541 | 93.209927 | 4.968009 | 34.903000 | -0.664863 | 5.950902 | 0.3113 | 0.0752 | 0.0725 | 5.818332 | 1.291577 |
| 2459589 | RF_maintenance | 100.00% | 56.73% | 94.06% | 0.00% | 100.00% | 0.00% | 1.245273 | 23.351068 | 1.894440 | 86.374141 | 7.017160 | 22.032671 | 5.485180 | 17.267733 | 0.4542 | 0.1223 | 0.1298 | 4.588263 | 1.248984 |
| 2459588 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 223.057335 | 222.282936 | inf | inf | 23.222302 | 26.647573 | 20.302649 | 18.610535 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459587 | RF_maintenance | 100.00% | - | - | - | 100.00% | 0.00% | 0.372667 | 23.247504 | 10.979985 | 134.838791 | -23.333991 | -23.858603 | -4.675000 | -4.393628 | nan | nan | nan | 5.732558 | 0.000000 |
| 2459586 | RF_maintenance | 100.00% | 81.62% | 100.00% | 0.00% | 100.00% | 0.00% | -0.362310 | 20.140787 | 0.579208 | 31.217399 | 0.503432 | 11.412535 | -0.511896 | 7.118390 | 0.3336 | 0.0758 | 0.0797 | 3.844712 | 1.259690 |
| 2459585 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 2.571187 | 25.128928 | 2.697037 | 9.809859 | 0.537563 | 10.178971 | -1.526605 | 4.258584 | 0.0386 | 0.0290 | 0.0028 | 0.000000 | 0.000000 |
| 2459584 | RF_maintenance | 100.00% | 95.80% | 100.00% | 0.00% | 100.00% | 0.00% | 4.093157 | 27.870660 | 7.271273 | 115.551803 | 18.908964 | 18.739977 | 28.010143 | 30.585003 | 0.2813 | 0.0510 | 0.0490 | 5.382260 | 0.000000 |
| 2459583 | RF_maintenance | 100.00% | 95.08% | 100.00% | 0.00% | 100.00% | 0.00% | -0.303957 | 20.957743 | 3.658750 | 35.780314 | 1.966248 | 23.488721 | -0.888912 | 0.844620 | 0.3135 | 0.0587 | 0.0715 | 5.461024 | 1.405559 |
| 2459582 | RF_maintenance | 100.00% | 94.59% | 100.00% | 0.00% | 100.00% | 0.00% | -0.148067 | 18.201238 | 3.615710 | 32.514314 | 2.745518 | 28.435869 | -0.967390 | 1.048339 | 0.2944 | 0.0485 | 0.0799 | 3.766968 | 1.229989 |
| 2459581 | RF_maintenance | 100.00% | 92.43% | 100.00% | 0.00% | 100.00% | 0.00% | 0.026761 | 25.188317 | 3.310765 | 36.705822 | 2.143265 | 23.011797 | -0.809994 | 1.227384 | 0.3182 | 0.0589 | 0.0544 | 3.046968 | 1.246641 |
| 2459580 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459579 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459578 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | 1.340812 | 1.438385 | 1.006581 | 2.865572 | 0.941502 | 0.831967 | -0.705475 | 3.926739 | 0.0360 | 0.0301 | 0.0007 | nan | nan |
| 2459577 | RF_maintenance | 100.00% | 93.07% | 100.00% | 0.00% | 100.00% | 0.00% | 0.466197 | 24.480037 | 3.220589 | 34.323290 | 2.749969 | 24.791726 | -0.920984 | 1.216023 | 0.3169 | 0.0601 | 0.0694 | 3.352040 | 1.214785 |
| 2459576 | RF_maintenance | 100.00% | 91.84% | 100.00% | 0.00% | 100.00% | 0.00% | 0.329108 | 18.871051 | 2.456270 | 27.538106 | 2.822380 | 21.946274 | -0.337624 | 2.040385 | 0.3256 | 0.0632 | 0.0456 | 4.815720 | 1.259367 |
| 2459575 | RF_maintenance | 100.00% | 48.08% | 100.00% | 0.00% | 100.00% | 0.00% | 0.331009 | 19.523887 | 2.503466 | 27.305016 | 2.189648 | 16.793274 | 3.222458 | 5.573376 | 0.4315 | 0.0983 | 0.1278 | 2.305083 | 1.164061 |
| 2459574 | RF_maintenance | 100.00% | 81.71% | 100.00% | 0.00% | 100.00% | 0.00% | 0.171386 | 17.782314 | 2.149887 | 26.164488 | 3.214755 | 24.241158 | 0.870104 | 1.263947 | 0.3323 | 0.0556 | 0.0561 | 4.419349 | 1.208078 |
| 2459573 | RF_maintenance | 100.00% | 92.48% | 100.00% | 0.00% | 100.00% | 0.00% | 0.536069 | 18.362622 | 5.035280 | 44.994470 | 3.032602 | 28.241260 | -0.860034 | 2.513749 | 0.3184 | 0.0574 | 0.0463 | 0.000000 | 0.000000 |
| 2459572 | RF_maintenance | 100.00% | 92.43% | 100.00% | 0.00% | 100.00% | 0.00% | 0.215185 | 18.573798 | 2.419898 | 26.322046 | 1.688610 | 17.946414 | -0.621131 | 4.337574 | 0.3197 | 0.0618 | 0.0465 | 4.815802 | 1.274120 |
| 2459571 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 1.403526 | 1.139708 | 1.117825 | 2.953286 | 0.232758 | 0.949275 | -0.715699 | 4.154911 | 0.0386 | 0.0308 | 0.0019 | nan | nan |
| 2459570 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459569 | RF_maintenance | 100.00% | 43.29% | 93.51% | 0.00% | 100.00% | 0.00% | 2.036172 | 22.167774 | 2.553921 | 34.108263 | 3.462118 | 10.160239 | 2.995315 | 8.374285 | 0.5496 | 0.1568 | 0.2022 | 6.589243 | 1.262607 |
| 2459566 | RF_maintenance | 100.00% | 92.43% | 100.00% | 0.00% | 100.00% | 0.00% | 0.530275 | 17.815873 | 3.294955 | 34.112303 | 1.880733 | 21.641836 | -0.516266 | 0.420224 | 0.2970 | 0.0563 | 0.0686 | 1.684163 | 0.920396 |
| 2459565 | RF_maintenance | 0.00% | - | - | - | 100.00% | 0.00% | -1.185954 | -1.185954 | -1.077553 | -1.077553 | -0.891166 | -0.891166 | -0.958079 | -0.958079 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459564 | RF_maintenance | 100.00% | 90.80% | 98.90% | 0.00% | 100.00% | 0.00% | 2.500365 | 21.775568 | 3.180290 | 35.963596 | 0.066914 | 2.076898 | -1.692845 | 1.759181 | 0.3201 | 0.1277 | 0.0496 | 3.617811 | 1.273814 |
| 2459563 | RF_maintenance | 100.00% | 92.92% | 100.00% | 0.00% | 100.00% | 0.00% | 6.160380 | 22.192157 | 24.445879 | 68.698901 | 12.528063 | 21.872858 | -1.931005 | 3.325832 | 0.2955 | 0.1070 | 0.0192 | 1.924553 | 1.203422 |
| 2459562 | RF_maintenance | 100.00% | 90.86% | 100.00% | 0.00% | 100.00% | 0.00% | -0.195305 | 33.805525 | -2.273125 | 28.176596 | -0.155690 | 2.556145 | -0.225258 | 9.047210 | 0.3291 | 0.0730 | 0.0577 | 3.863879 | 1.181509 |
| 2459561 | RF_maintenance | 100.00% | 92.48% | 100.00% | 0.00% | 100.00% | 0.00% | 1.954031 | 15.751053 | 1.674101 | 16.953678 | 0.067468 | 2.802683 | -1.860657 | 3.050547 | 0.3152 | 0.1188 | 0.0320 | 3.892132 | 1.317862 |
| 2459560 | RF_maintenance | 100.00% | 93.51% | 100.00% | 0.00% | 100.00% | 0.00% | 1.497100 | 13.910582 | 1.269489 | 17.218601 | 0.140562 | 3.322698 | -1.602512 | 2.153136 | 0.2776 | 0.0983 | 0.0413 | 3.591867 | 1.284764 |
| 2459559 | RF_maintenance | 100.00% | 87.52% | 100.00% | 0.00% | 100.00% | 0.00% | 2.359183 | 18.618826 | 1.868746 | 18.859163 | 0.633712 | 3.321290 | -0.868596 | 2.652901 | 0.3148 | 0.1214 | 0.0600 | 2.715287 | 1.252984 |
| 2459558 | RF_maintenance | 100.00% | 92.38% | 100.00% | 0.00% | 100.00% | 0.00% | 6.254479 | 22.727163 | 13.224320 | 36.130095 | 13.573031 | 23.973614 | -1.938359 | 3.767321 | 0.3030 | 0.1047 | 0.0566 | 2.199178 | 1.245358 |
| 2459557 | RF_maintenance | - | 100.00% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0429 | 0.0660 | 0.0029 | nan | nan |
| 2459556 | RF_maintenance | 100.00% | 91.94% | 100.00% | 0.00% | 100.00% | 0.00% | 6.671189 | 24.030743 | 13.793040 | 39.113979 | 12.468785 | 20.416958 | -3.407793 | 8.246334 | 0.3217 | 0.1195 | 0.0523 | 2.166000 | 1.247190 |
| 2459554 | RF_maintenance | - | 92.38% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.2905 | 0.0997 | 0.0555 | nan | nan |
| 2459553 | RF_maintenance | - | 92.09% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.3071 | 0.1120 | 0.0524 | nan | nan |
| 2459552 | RF_maintenance | 100.00% | 87.03% | 100.00% | 0.00% | 100.00% | 0.00% | 7.652533 | 27.055167 | 17.935288 | 51.667591 | 19.132751 | 31.938624 | 0.723975 | 5.308105 | 0.3162 | 0.1034 | 0.0659 | 2.710913 | 1.054830 |
| 2459551 | RF_maintenance | 100.00% | 91.84% | 100.00% | 0.00% | 100.00% | 0.00% | 1.619190 | 14.766986 | 1.696583 | 20.910410 | 0.108656 | 3.877728 | -1.841189 | 3.161419 | 0.3150 | 0.1230 | 0.0574 | 2.921627 | 1.266849 |
| 2459550 | RF_maintenance | - | 97.53% | 97.53% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0614 | 0.0588 | -0.0002 | nan | nan |
| 2459549 | RF_maintenance | 100.00% | 91.89% | 100.00% | 0.00% | 100.00% | 0.00% | 5.839762 | 21.186043 | 13.272957 | 38.940836 | 13.647375 | 21.931005 | -2.505335 | 3.886817 | 0.3079 | 0.1099 | 0.0411 | 1.936338 | 1.156240 |
| 2459542 | RF_maintenance | 100.00% | 69.57% | 100.00% | 0.00% | 100.00% | 0.00% | 6.830653 | 28.771981 | 26.370373 | 78.605080 | 0.480724 | 1.928727 | -1.977264 | 2.972463 | 0.3996 | 0.1565 | 0.0948 | 1.994081 | 1.248259 |
| 2459541 | RF_maintenance | 100.00% | 67.34% | 86.58% | 0.00% | 100.00% | 0.00% | 6.043663 | 12.601784 | 16.454278 | 37.028047 | 9.911522 | 253.576829 | 4.526839 | 16.358309 | 0.4209 | 0.1926 | 0.0985 | 1.967970 | 1.276248 |
| 2459540 | RF_maintenance | 100.00% | 69.13% | 99.55% | 0.00% | 100.00% | 0.00% | 3.406562 | 19.899943 | 3.124907 | 17.967505 | 1.183488 | 5.129279 | -0.855572 | 1.711168 | 0.4063 | 0.1499 | 0.1091 | 2.694656 | 1.275945 |
| 2459536 | RF_maintenance | 100.00% | 95.63% | 100.00% | 0.00% | 100.00% | 0.00% | 8.694580 | 36.030033 | 21.702185 | 67.013266 | 20.128416 | 30.971451 | -3.742292 | 6.660403 | 0.2388 | 0.0944 | 0.0266 | 1.426062 | 0.864542 |
| 2459535 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 2.766344 | 16.052394 | 2.781036 | 15.717102 | -0.425772 | 5.710425 | -1.684152 | 1.583790 | 0.0816 | 0.0559 | 0.0161 | 1.176626 | 1.168650 |
| 2459534 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 1.582842 | 17.705310 | 1.487247 | 15.221849 | -0.390198 | 3.759369 | -1.169537 | 0.987861 | 0.1086 | 0.0595 | 0.0313 | 1.162035 | 1.146606 |
| 2459533 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 6.892706 | 25.989240 | 13.615660 | 36.525184 | 11.630310 | 20.073197 | -2.667519 | 4.375764 | 0.0949 | 0.0583 | 0.0307 | 1.164085 | 1.149107 |
| 2459532 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 7.959327 | 30.180781 | 17.867022 | 49.509056 | 14.651649 | 24.632442 | -2.434084 | 3.189384 | 0.0917 | 0.0565 | 0.0274 | 0.838928 | 0.831095 |
| 2459530 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 1.517310 | 15.443676 | 1.404030 | 15.489171 | 0.303869 | 3.919334 | -1.423737 | 1.956386 | 0.1033 | 0.0601 | 0.0302 | 1.160803 | 1.150219 |
| 2459527 | RF_maintenance | 0.00% | - | - | - | 100.00% | 0.00% | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459524 | RF_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | 100.00% | 0.00% | 7.800524 | 35.859366 | 14.533434 | 55.034742 | 29.909745 | 32.105255 | -1.310462 | 1.974458 | 0.6420 | 0.3565 | 0.0980 | 0.000000 | 0.000000 |
| 2459523 | RF_maintenance | 100.00% | - | - | - | 100.00% | 0.00% | 6.949775 | 30.008946 | 19.577295 | 52.865517 | 8.253930 | 27.936450 | -5.517292 | 4.922156 | nan | nan | nan | 2.528906 | 1.069802 |
| 2459522 | RF_maintenance | 100.00% | 54.55% | 100.00% | 0.00% | 100.00% | 0.00% | 7.572891 | 30.279298 | 18.125143 | 53.579790 | 3.025568 | 22.423276 | -3.211735 | 5.176314 | 0.3904 | 0.1367 | 0.0363 | 1.703795 | 0.896422 |
| 2459513 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 5.473629 | 1.527884 | 10.212558 | 3.345628 | 3.910963 | 1.311970 | 0.192335 | 6.405219 | 0.0520 | 0.0489 | 0.0023 | nan | nan |
| 2459508 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 7.532006 | 41.555065 | 11.713601 | 51.544335 | 12.857002 | 15.137524 | 10.819938 | 11.349162 | 0.1065 | 0.0864 | 0.0150 | 0.000000 | 0.000000 |
| 2459505 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 125.351324 | 102.884159 | 130.615341 | 106.662471 | 234.925624 | 111.231623 | 1224.690418 | 558.041826 | 0.0092 | 0.0072 | 0.0052 | 1.093665 | 1.099483 |
auto_metrics notebooks.¶htmls_to_display = []
for am_html in auto_metric_htmls:
html_to_display = ''
# read html into a list of lines
with open(am_html) as f:
lines = f.readlines()
# find section with this antenna's metric plots and add to html_to_display
jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
try:
section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
except ValueError:
continue
html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
for line in lines[section_start_line + 1:]:
html_to_display += line
if '<hr' in line:
htmls_to_display.append(html_to_display)
break
These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.
for i, html_to_display in enumerate(htmls_to_display):
if i == 100:
break
display(HTML(html_to_display))
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | N04 | digital_ok | ee Power | 15.271552 | 5.728217 | 3.164398 | 15.271552 | 3.010098 | 3.671263 | 2.311802 | 8.890699 | -2.498351 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | N04 | digital_ok | ee Power | 14.064318 | 2.771169 | 5.051179 | 2.586111 | 14.064318 | 2.054530 | 2.781761 | -2.393439 | 8.678416 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | N04 | digital_ok | ee Power | 40.307620 | 8.500515 | 8.695113 | 14.724004 | 40.307620 | 10.839007 | 13.716274 | -4.341600 | 21.178493 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | N04 | digital_ok | ee Power | 17.314041 | 5.292409 | 3.688112 | 17.314041 | 5.936239 | 1.439419 | 3.067348 | 3.663777 | 3.129756 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | N04 | digital_ok | ee Power | 28.018714 | 6.591092 | 6.761612 | 9.604605 | 28.018714 | 8.229197 | 3.753565 | -4.786394 | 6.838091 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | N04 | digital_ok | ee Power | 33.140640 | 7.328175 | 7.120055 | 33.140640 | 11.825129 | 6.632910 | 20.079864 | 23.666312 | -5.721817 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | N04 | digital_ok | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | N04 | digital_ok | nn Temporal Variability | 2.374092 | 0.124416 | 1.501115 | 0.500305 | 0.913062 | 0.498274 | 2.374092 | 0.504034 | 1.019371 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | N04 | digital_ok | nn Temporal Discontinuties | 1.161156 | 0.434827 | 0.685557 | 0.487289 | 0.470208 | 1.068442 | 0.065004 | 1.161156 | 0.648515 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | N04 | digital_ok | nn Temporal Discontinuties | 10.235181 | 0.305749 | 2.648538 | 0.701305 | 0.793441 | 2.815868 | 3.450072 | 7.111327 | 10.235181 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | N04 | digital_ok | nn Temporal Variability | 2.258319 | 0.179135 | 1.894077 | 0.451379 | 0.878364 | 1.431779 | 2.258319 | 2.222946 | 0.794390 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | N04 | digital_ok | nn Temporal Discontinuties | 9.030902 | 3.177012 | 0.447540 | 1.214199 | 0.626211 | 4.055286 | 1.534982 | 9.030902 | 6.972828 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | N04 | digital_ok | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | N04 | digital_ok | nn Temporal Discontinuties | 17.007243 | 2.060499 | 2.813083 | 1.496717 | 2.351009 | 1.765690 | 4.507677 | 2.815153 | 17.007243 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | N04 | digital_ok | nn Shape | 2.604633 | 0.632602 | 2.604633 | 0.660855 | 1.223561 | 1.387148 | 1.520715 | 0.726864 | 0.719010 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | N04 | digital_ok | nn Temporal Discontinuties | 3.437110 | 0.974726 | 2.377778 | 0.751888 | 1.388807 | 1.595295 | 3.210713 | 0.941525 | 3.437110 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | N04 | digital_ok | nn Temporal Discontinuties | 2.895047 | -1.083597 | -0.607196 | -0.684454 | -0.277296 | -0.236178 | 0.506450 | -0.570031 | 2.895047 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | N04 | Not Found | nn Temporal Variability | 2.851433 | -0.465714 | -1.348088 | 0.102896 | 0.087679 | 2.851433 | -1.293176 | 2.260242 | -0.024113 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | N04 | digital_ok | nn Temporal Discontinuties | 15.995126 | 4.651222 | 0.603401 | 2.091658 | 0.452728 | 3.218624 | 1.310670 | 15.995126 | 1.888801 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | N04 | digital_ok | ee Temporal Discontinuties | 22.593567 | -0.891308 | -0.044909 | -0.241986 | -0.385557 | -0.225983 | 10.084356 | 22.593567 | 10.735717 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | N04 | digital_ok | ee Power | 2.797935 | 1.669047 | 0.805194 | 2.797935 | -0.262599 | 1.839239 | 2.483041 | 1.131915 | 2.630128 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | N04 | digital_ok | nn Temporal Discontinuties | 2.962824 | -0.988760 | 1.083426 | 0.203331 | -0.712631 | 0.481735 | 2.123081 | -0.395336 | 2.962824 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | N04 | digital_ok | nn Temporal Discontinuties | 6.197277 | 1.922036 | -0.938260 | -0.319985 | -0.171962 | 5.670172 | 0.020647 | 6.197277 | 0.743392 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | N04 | digital_ok | nn Temporal Discontinuties | 3.417760 | -1.217501 | 0.515151 | -0.014632 | -0.714394 | -0.069245 | 1.792693 | -0.407996 | 3.417760 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | N04 | digital_ok | nn Temporal Discontinuties | 8.582645 | 2.708024 | 3.349263 | 1.485660 | 0.932601 | 2.252399 | 5.359294 | 1.712106 | 8.582645 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | N04 | digital_ok | nn Temporal Discontinuties | 3.096086 | 0.391030 | 0.450985 | 0.242580 | 0.500477 | 1.279890 | 0.171489 | 3.096086 | 0.726494 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | N04 | digital_ok | nn Temporal Discontinuties | 2.698921 | 0.297046 | -1.265885 | -0.679676 | -0.820200 | 2.674163 | 0.142867 | 2.698921 | -0.433465 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | N04 | digital_ok | nn Temporal Variability | 6.476817 | -0.362523 | -1.166456 | -0.929230 | -0.886434 | 6.476817 | -0.584169 | 4.621811 | 0.015473 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | N04 | digital_ok | nn Temporal Variability | 8.872655 | -0.512395 | -1.227704 | -0.351996 | -0.817894 | 8.872655 | -0.757328 | 6.318857 | -0.200927 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | N04 | digital_ok | nn Temporal Discontinuties | 8.875157 | 5.304555 | 2.500228 | 3.442537 | 0.917608 | 7.611186 | 0.170812 | 8.875157 | 0.918179 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | N04 | digital_ok | nn Temporal Variability | 6.461591 | -1.159442 | -0.649860 | -0.819947 | -0.728994 | -1.166152 | 6.461591 | -0.193632 | 3.030599 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | N04 | digital_ok | nn Temporal Variability | 9.579088 | -0.002716 | -0.897168 | -0.922686 | -0.621495 | 9.579088 | -0.191610 | 1.307830 | -0.525722 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | N04 | digital_ok | nn Temporal Variability | 6.581686 | -0.215143 | -0.744948 | -0.835528 | -0.644583 | 6.581686 | -0.744982 | 3.485557 | -0.210247 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | N04 | digital_ok | nn Temporal Variability | 5.665182 | -0.068401 | -0.982227 | -0.818864 | -0.580415 | 5.665182 | -0.702268 | 4.032241 | -0.029779 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | N04 | digital_ok | nn Temporal Variability | 4.039922 | -0.191916 | -0.867234 | -0.994052 | -0.824694 | 4.039922 | -0.817828 | 1.645964 | -0.396112 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | N04 | digital_ok | nn Temporal Discontinuties | 6.661567 | 1.526765 | 2.316557 | 2.372032 | 1.187389 | 1.406982 | 2.793356 | 2.655533 | 6.661567 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | N04 | digital_ok | nn Temporal Variability | 3.826333 | -0.719392 | -0.454678 | -0.551015 | -0.809548 | 1.190540 | 3.826333 | 0.796060 | 0.122520 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | N04 | digital_ok | nn Temporal Discontinuties | 0.957325 | 0.004499 | -0.929564 | -0.686062 | -0.805980 | 0.461985 | -0.076674 | 0.957325 | -0.625865 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | N04 | digital_ok | ee Temporal Variability | 1.449133 | -0.984769 | 0.869484 | -0.521550 | -0.334361 | 1.449133 | 0.900547 | -0.544652 | 1.412554 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | N04 | digital_ok | nn Temporal Variability | 4.618633 | -0.915984 | 0.806134 | -0.580260 | -0.600743 | -0.661034 | 4.618633 | -0.342506 | 2.216010 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | N04 | digital_ok | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | N04 | digital_ok | nn Temporal Discontinuties | 11.863005 | 0.775255 | 1.596402 | 1.687600 | 0.221525 | 1.087288 | 2.617269 | 2.483403 | 11.863005 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | N04 | digital_ok | nn Temporal Variability | 7.455237 | 0.631281 | -1.051747 | -0.337860 | -0.586407 | 7.455237 | -0.503362 | 2.031528 | -0.277062 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | N04 | digital_ok | ee Power | 3.163838 | -0.021675 | 0.768542 | -0.906979 | 3.163838 | 0.093848 | 2.481337 | 1.167789 | 1.215808 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | N04 | digital_ok | nn Temporal Variability | 3.267902 | 0.530450 | -0.484742 | -0.404632 | -0.838815 | 3.267902 | -0.800772 | 0.057267 | -0.629588 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | N04 | digital_ok | nn Temporal Variability | 2.980984 | 0.681603 | -0.329321 | -0.096732 | -0.828168 | 2.980984 | -0.675953 | 0.523778 | -0.715032 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | N04 | RF_maintenance | nn Temporal Discontinuties | 11.431308 | 0.904476 | 1.580446 | 1.654439 | 0.013468 | 1.130523 | 1.984778 | 3.360747 | 11.431308 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | N04 | RF_maintenance | ee Temporal Variability | 7.150497 | 1.065395 | 1.193404 | -1.058807 | -0.732595 | -0.109984 | 7.150497 | 0.815643 | -3.433862 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | N04 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | N04 | RF_maintenance | nn Temporal Variability | 5.158619 | 1.166224 | -0.983752 | -0.284355 | -0.251903 | 5.158619 | -0.761109 | 3.055538 | -0.345988 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | N04 | RF_maintenance | nn Temporal Variability | 57.817703 | 1.096979 | -0.522382 | 0.165096 | -0.757233 | 57.817703 | 43.118515 | 44.540581 | 33.726116 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | N04 | RF_maintenance | nn Temporal Variability | 7.731185 | 1.379966 | 3.619499 | 0.763399 | -0.754977 | 4.749556 | 7.731185 | 1.416514 | 1.214458 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | N04 | RF_maintenance | nn Temporal Variability | 7.209298 | 3.337462 | 1.390643 | -0.410315 | 0.711626 | 7.209298 | 6.224858 | 1.494659 | 1.080900 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | N04 | RF_maintenance | ee Temporal Discontinuties | 2712.834532 | 1382.342989 | 1382.342989 | 1250.044711 | 1250.044711 | 1018.039897 | 1018.039897 | 2712.834532 | 2712.834532 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | N04 | RF_maintenance | nn Temporal Discontinuties | 1993.457684 | 538.239373 | 538.239373 | 486.222938 | 486.222938 | 499.034854 | 499.034854 | 1993.457684 | 1993.457684 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | N04 | RF_maintenance | ee Temporal Discontinuties | 1490.684173 | 462.064955 | 462.064955 | 463.999866 | 463.999866 | 457.417049 | 457.417049 | 1490.684173 | 1490.684173 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | N04 | RF_maintenance | nn Temporal Discontinuties | 5.377426 | 1.466438 | 1.316651 | -0.632401 | 1.229007 | 0.644892 | 0.825758 | 5.377426 | 0.382230 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | ee Temporal Variability | 9.396940 | 0.856187 | 1.333801 | 2.470083 | -0.779789 | 9.396940 | 8.360207 | 7.694174 | 5.597747 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | ee Temporal Discontinuties | 4.407468 | 0.390341 | 0.202095 | 1.298744 | -0.577647 | 0.940708 | 3.478540 | 4.407468 | 1.236356 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Temporal Variability | 6.564790 | -1.013367 | 2.062443 | 0.130899 | 0.612912 | 4.197596 | 6.564790 | 1.436791 | 2.529395 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Power | 5.785894 | -0.510180 | 1.644703 | 3.521052 | 5.785894 | 3.452206 | 2.539167 | -0.248420 | -1.102125 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Power | 6.069087 | -0.181790 | 4.217552 | 4.927364 | 6.069087 | nan | nan | -10.619603 | -10.340121 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | ee Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Power | 48.959250 | 22.550857 | -1.046038 | 48.959250 | 1.512435 | 9.443816 | 3.968829 | 1.800253 | 0.629997 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Power | 47.899028 | 25.060054 | -0.727658 | 47.899028 | 1.398723 | 9.241665 | 4.439654 | 2.033402 | -0.209664 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Power | 60.434603 | -0.949779 | 24.798511 | 2.454762 | 60.434603 | 2.745526 | 5.982981 | -1.059148 | 2.635152 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Power | 72.435757 | 27.456526 | 20.978347 | 72.435757 | 69.181266 | 18.556395 | 16.946090 | 9.468806 | 3.242452 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Power | 60.350601 | 19.202454 | 25.182064 | 57.759618 | 60.350601 | 23.702896 | 22.242439 | 2.979943 | 8.181936 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Power | 62.655735 | 27.497281 | 20.786574 | 62.655735 | 59.835393 | 15.215028 | 15.598510 | 7.023476 | 2.450696 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Power | 84.278018 | 24.244613 | 31.107068 | 81.137332 | 84.278018 | 30.283068 | 30.551698 | 4.307800 | 10.212248 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Power | 62.629328 | 22.914655 | 18.018092 | 62.629328 | 59.659133 | 9.857068 | 10.606616 | 2.816129 | 0.693257 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Power | 63.520790 | 29.993369 | 25.212574 | 63.520790 | 61.092808 | 36.873653 | 33.467165 | 20.333420 | 10.553870 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | ee Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Temporal Discontinuties | 13.364731 | 11.412383 | 2.315871 | 11.673205 | 0.787900 | 2.115492 | -0.213777 | 13.364731 | -0.005447 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Power | 86.068162 | 0.880225 | 26.151271 | 2.885665 | 86.068162 | 5.392902 | 31.738926 | 11.850749 | 31.822238 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Power | 64.844810 | 0.803983 | 28.162509 | 2.977818 | 64.844810 | 3.589864 | 18.737870 | -0.353843 | 17.874521 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Temporal Discontinuties | 6.377353 | -0.690877 | 1.281021 | 0.077369 | 0.731371 | -0.880666 | -0.049898 | 0.278850 | 6.377353 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Power | 125.180693 | 33.539080 | 1.599329 | 125.180693 | 4.642022 | 53.708599 | 10.113477 | 14.147833 | -0.234689 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Temporal Discontinuties | 12.955091 | 2.960917 | 12.024250 | 0.666255 | 9.667797 | 0.818027 | 3.219994 | -0.109862 | 12.955091 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Power | 95.808083 | 28.047527 | 0.722657 | 95.808083 | 2.179551 | 28.258335 | 4.368349 | 15.426554 | 5.150959 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Power | 85.587943 | 0.497645 | 22.319693 | 2.508798 | 85.587943 | 5.209427 | 31.549692 | 1.537508 | 8.925587 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Power | 71.786279 | 25.720312 | 0.634367 | 71.786279 | 1.861429 | 32.246642 | 5.154937 | 17.717237 | -0.006158 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Power | 61.711473 | 25.869618 | 0.235182 | 61.711473 | 1.197228 | 22.156294 | 3.122827 | 18.357596 | 0.251607 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Power | 79.074814 | 29.128803 | 0.357034 | 79.074814 | 2.303631 | 29.508249 | 4.393921 | 13.054629 | 6.630164 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Power | 58.285871 | 28.851676 | 0.454414 | 58.285871 | 2.004293 | 28.424279 | 4.620810 | 15.282564 | -0.049599 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Shape | 14.423075 | 2.745743 | 14.423075 | 0.132768 | 11.073000 | -0.239460 | 3.229636 | -0.551981 | 10.329290 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Power | 61.521253 | 30.080460 | 0.606167 | 61.521253 | 1.772985 | 29.614807 | 4.489846 | 5.577469 | -0.442365 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Power | 83.430367 | 0.546436 | 36.972496 | 1.887886 | 83.430367 | 4.796441 | 30.262986 | -0.660341 | 8.432187 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Power | 89.819087 | 0.284687 | 39.734338 | 2.376580 | 89.819087 | 1.753749 | 12.746577 | 6.487078 | 15.486180 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Power | 78.420928 | 26.547679 | -0.523865 | 78.420928 | 1.976481 | 23.977664 | 4.029410 | 19.889744 | 6.044492 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Power | 62.392484 | 1.105429 | 25.850007 | 2.535126 | 62.392484 | 4.351941 | 29.532366 | 0.817185 | 11.775405 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | ee Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | ee Temporal Discontinuties | 0.689928 | -0.158262 | -0.158262 | -0.178145 | -0.178145 | 0.370318 | 0.370318 | 0.689928 | 0.689928 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Power | 70.786783 | 0.434982 | 22.073511 | 2.815360 | 70.786783 | 4.776960 | 24.251962 | -0.534879 | 7.720734 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Power | 76.230431 | 0.409529 | 22.394790 | 2.746169 | 76.230431 | 4.418230 | 22.255903 | 8.626821 | 11.386030 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Power | 90.665969 | 0.427725 | 23.103348 | 3.725243 | 90.665969 | 4.157852 | 26.954017 | -0.680706 | 6.815868 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Power | 74.036566 | 0.932017 | 25.575166 | 2.726296 | 74.036566 | 3.199806 | 26.601935 | -0.513116 | 3.806179 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Power | 67.767706 | 1.042426 | 19.927906 | 4.486037 | 67.767706 | 4.146736 | 23.389689 | -0.353136 | 4.235460 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Power | 70.008774 | -0.026017 | 10.374809 | 5.027570 | 70.008774 | 3.215949 | 22.668245 | 5.092403 | 11.878475 |